Dataset statistics
| Number of variables | 32 |
|---|---|
| Number of observations | 1980 |
| Missing cells | 1341 |
| Missing cells (%) | 2.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 495.1 KiB |
| Average record size in memory | 256.1 B |
Variable types
| CAT | 20 |
|---|---|
| NUM | 9 |
| BOOL | 3 |
Sex has constant value "1980" | Constant |
Relapse Free Status (Months) is highly correlated with Overall Survival (Months) | High correlation |
Overall Survival (Months) is highly correlated with Relapse Free Status (Months) | High correlation |
Tumor Other Histologic Subtype is highly correlated with Cancer Type Detailed and 1 other fields | High correlation |
Cancer Type Detailed is highly correlated with Tumor Other Histologic Subtype and 1 other fields | High correlation |
Oncotree Code is highly correlated with Cancer Type Detailed and 1 other fields | High correlation |
Patient's Vital Status is highly correlated with Overall Survival Status | High correlation |
Overall Survival Status is highly correlated with Patient's Vital Status | High correlation |
Type of Breast Surgery has 26 (1.3%) missing values | Missing |
Cellularity has 64 (3.2%) missing values | Missing |
ER status measured by IHC has 43 (2.2%) missing values | Missing |
Neoplasm Histologic Grade has 88 (4.4%) missing values | Missing |
Tumor Other Histologic Subtype has 44 (2.2%) missing values | Missing |
Primary Tumor Laterality has 111 (5.6%) missing values | Missing |
Lymph nodes examined positive has 76 (3.8%) missing values | Missing |
Mutation Count has 121 (6.1%) missing values | Missing |
3-Gene classifier subtype has 217 (11.0%) missing values | Missing |
Tumor Size has 26 (1.3%) missing values | Missing |
Tumor Stage has 515 (26.0%) missing values | Missing |
df_index has unique values | Unique |
Lymph nodes examined positive has 993 (50.2%) zeros | Zeros |
Reproduction
| Analysis started | 2021-01-27 15:52:31.297950 |
|---|---|
| Analysis finished | 2021-01-27 15:53:00.865792 |
| Duration | 29.57 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 1980 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 993.4505051 |
|---|---|
| Minimum | 0 |
| Maximum | 1984 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 15.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 99.95 |
| Q1 | 498.75 |
| median | 993.5 |
| Q3 | 1489.25 |
| 95-th percentile | 1885.05 |
| Maximum | 1984 |
| Range | 1984 |
| Interquartile range (IQR) | 990.5 |
Descriptive statistics
| Standard deviation | 572.7697738 |
|---|---|
| Coefficient of variation (CV) | 0.576545858 |
| Kurtosis | -1.198678198 |
| Mean | 993.4505051 |
| Median Absolute Deviation (MAD) | 495.5 |
| Skewness | -0.002117657611 |
| Sum | 1967032 |
| Variance | 328065.2138 |
| Monotocity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.1% | |
| 683 | 1 | 0.1% | |
| 679 | 1 | 0.1% | |
| 677 | 1 | 0.1% | |
| 675 | 1 | 0.1% | |
| 673 | 1 | 0.1% | |
| 671 | 1 | 0.1% | |
| 669 | 1 | 0.1% | |
| 667 | 1 | 0.1% | |
| 665 | 1 | 0.1% | |
| Other values (1970) | 1970 | 99.5% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.1% | |
| 1 | 1 | 0.1% | |
| 2 | 1 | 0.1% | |
| 3 | 1 | 0.1% | |
| 4 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1984 | 1 | 0.1% | |
| 1983 | 1 | 0.1% | |
| 1982 | 1 | 0.1% | |
| 1981 | 1 | 0.1% | |
| 1980 | 1 | 0.1% |
Age at Diagnosis
Real number (ℝ≥0)
| Distinct | 1623 |
|---|---|
| Distinct (%) | 82.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 61.08823737 |
|---|---|
| Minimum | 21.93 |
| Maximum | 96.29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.5 KiB |
Quantile statistics
| Minimum | 21.93 |
|---|---|
| 5-th percentile | 38.856 |
| Q1 | 51.42 |
| median | 61.825 |
| Q3 | 70.6025 |
| 95-th percentile | 81.149 |
| Maximum | 96.29 |
| Range | 74.36 |
| Interquartile range (IQR) | 19.1825 |
Descriptive statistics
| Standard deviation | 12.95286156 |
|---|---|
| Coefficient of variation (CV) | 0.2120352808 |
| Kurtosis | -0.5440581195 |
| Mean | 61.08823737 |
| Median Absolute Deviation (MAD) | 9.395 |
| Skewness | -0.2025744121 |
| Sum | 120954.71 |
| Variance | 167.7766227 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 49.61 | 5 | 0.3% | |
| 61.16 | 4 | 0.2% | |
| 64.01 | 4 | 0.2% | |
| 43.08 | 3 | 0.2% | |
| 74.76 | 3 | 0.2% | |
| 60.33 | 3 | 0.2% | |
| 78.19 | 3 | 0.2% | |
| 50.08 | 3 | 0.2% | |
| 67.46 | 3 | 0.2% | |
| 66.91 | 3 | 0.2% | |
| Other values (1613) | 1946 | 98.3% |
| Value | Count | Frequency (%) | |
| 21.93 | 1 | 0.1% | |
| 26.36 | 1 | 0.1% | |
| 26.72 | 1 | 0.1% | |
| 27.56 | 1 | 0.1% | |
| 28.04 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 96.29 | 1 | 0.1% | |
| 92.14 | 1 | 0.1% | |
| 90.43 | 1 | 0.1% | |
| 90.23 | 1 | 0.1% | |
| 90.08 | 1 | 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 26 |
| Missing (%) | 1.3% |
| Memory size | 15.5 KiB |
| MASTECTOMY | |
|---|---|
| BREAST CONSERVING |
| Value | Count | Frequency (%) | |
| MASTECTOMY | 1170 | 59.1% | |
| BREAST CONSERVING | 784 | 39.6% | |
| (Missing) | 26 | 1.3% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 17 |
|---|---|
| Median length | 10 |
| Mean length | 12.67979798 |
| Min length | 3 |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.5 KiB |
| Breast Invasive Ductal Carcinoma | |
|---|---|
| Breast Mixed Ductal and Lobular Carcinoma | |
| Breast Invasive Lobular Carcinoma | 146 |
| Invasive Breast Carcinoma | 42 |
| Breast Invasive Mixed Mucinous Carcinoma | 23 |
| Other values (3) | 21 |
| Value | Count | Frequency (%) | |
| Breast Invasive Ductal Carcinoma | 1537 | 77.6% | |
| Breast Mixed Ductal and Lobular Carcinoma | 211 | 10.7% | |
| Breast Invasive Lobular Carcinoma | 146 | 7.4% | |
| Invasive Breast Carcinoma | 42 | 2.1% | |
| Breast Invasive Mixed Mucinous Carcinoma | 23 | 1.2% | |
| Breast | 17 | 0.9% | |
| Breast Angiosarcoma | 2 | 0.1% | |
| Metaplastic Breast Cancer | 2 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 41 |
|---|---|
| Median length | 32 |
| Mean length | 32.73383838 |
| Min length | 6 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 64 |
| Missing (%) | 3.2% |
| Memory size | 15.5 KiB |
| High | |
|---|---|
| Moderate | |
| Low |
| Value | Count | Frequency (%) | |
| High | 965 | 48.7% | |
| Moderate | 737 | 37.2% | |
| Low | 214 | 10.8% | |
| (Missing) | 64 | 3.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 5.348484848 |
| Min length | 3 |
Chemotherapy
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 15.5 KiB |
| NO | |
|---|---|
| YES | |
| (Missing) | 1 |
| Value | Count | Frequency (%) | |
| NO | 1567 | 79.1% | |
| YES | 412 | 20.8% | |
| (Missing) | 1 | 0.1% |
Pam50 + Claudin-low subtype
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 15.5 KiB |
| LumA | |
|---|---|
| LumB | |
| Her2 | |
| claudin-low | |
| Basal | |
| Other values (2) |
| Value | Count | Frequency (%) | |
| LumA | 699 | 35.3% | |
| LumB | 475 | 24.0% | |
| Her2 | 224 | 11.3% | |
| claudin-low | 218 | 11.0% | |
| Basal | 209 | 10.6% | |
| Normal | 148 | 7.5% | |
| NC | 6 | 0.3% | |
| (Missing) | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 11 |
|---|---|
| Median length | 4 |
| Mean length | 5.019191919 |
| Min length | 2 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 43 |
| Missing (%) | 2.2% |
| Memory size | 15.5 KiB |
| Positve | |
|---|---|
| Negative |
| Value | Count | Frequency (%) | |
| Positve | 1498 | 75.7% | |
| Negative | 439 | 22.2% | |
| (Missing) | 43 | 2.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.134848485 |
| Min length | 3 |
ER Status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.5 KiB |
| Positive | |
|---|---|
| Negative |
| Value | Count | Frequency (%) | |
| Positive | 1506 | 76.1% | |
| Negative | 474 | 23.9% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 88 |
| Missing (%) | 4.4% |
| Memory size | 15.5 KiB |
| 3 | |
|---|---|
| 2 | |
| 1 |
| Value | Count | Frequency (%) | |
| 3 | 952 | 48.1% | |
| 2 | 771 | 38.9% | |
| 1 | 169 | 8.5% | |
| (Missing) | 88 | 4.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
HER2 status measured by SNP6
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 15.5 KiB |
| NEUTRAL | |
|---|---|
| GAIN | |
| LOSS | 100 |
| UNDEF | 5 |
| Value | Count | Frequency (%) | |
| NEUTRAL | 1436 | 72.5% | |
| GAIN | 438 | 22.1% | |
| LOSS | 100 | 5.1% | |
| UNDEF | 5 | 0.3% | |
| (Missing) | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.177777778 |
| Min length | 3 |
HER2 Status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 15.5 KiB |
| Negative | |
|---|---|
| Positive |
| Value | Count | Frequency (%) | |
| Negative | 1732 | 87.5% | |
| Positive | 247 | 12.5% | |
| (Missing) | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.997474747 |
| Min length | 3 |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 44 |
| Missing (%) | 2.2% |
| Memory size | 15.5 KiB |
| Ductal/NST | |
|---|---|
| Mixed | |
| Lobular | 146 |
| Medullary | 25 |
| Mucinous | 23 |
| Other values (3) | 40 |
| Value | Count | Frequency (%) | |
| Ductal/NST | 1491 | 75.3% | |
| Mixed | 211 | 10.7% | |
| Lobular | 146 | 7.4% | |
| Medullary | 25 | 1.3% | |
| Mucinous | 23 | 1.2% | |
| Tubular/ cribriform | 21 | 1.1% | |
| Other | 17 | 0.9% | |
| Metaplastic | 2 | 0.1% | |
| (Missing) | 44 | 2.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 19 |
|---|---|
| Median length | 10 |
| Mean length | 9.108080808 |
| Min length | 3 |
Hormone Therapy
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 15.5 KiB |
| YES | |
|---|---|
| NO | |
| (Missing) | 1 |
| Value | Count | Frequency (%) | |
| YES | 1216 | 61.4% | |
| NO | 763 | 38.5% | |
| (Missing) | 1 | 0.1% |
Inferred Menopausal State
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 15.5 KiB |
| Post | |
|---|---|
| Pre |
| Value | Count | Frequency (%) | |
| Post | 1555 | 78.5% | |
| Pre | 424 | 21.4% | |
| (Missing) | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.785353535 |
| Min length | 3 |
Integrative Cluster
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 15.5 KiB |
| 8 | |
|---|---|
| 3 | |
| 4ER+ | |
| 10 | |
| 5 | |
| Other values (6) |
| Value | Count | Frequency (%) | |
| 8 | 299 | 15.1% | |
| 3 | 290 | 14.6% | |
| 4ER+ | 260 | 13.1% | |
| 10 | 226 | 11.4% | |
| 5 | 190 | 9.6% | |
| 7 | 189 | 9.5% | |
| 9 | 146 | 7.4% | |
| 1 | 139 | 7.0% | |
| 6 | 85 | 4.3% | |
| 4ER- | 83 | 4.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 1 |
| Mean length | 1.634848485 |
| Min length | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 111 |
| Missing (%) | 5.6% |
| Memory size | 15.5 KiB |
| Left | |
|---|---|
| Right |
| Value | Count | Frequency (%) | |
| Left | 973 | 49.1% | |
| Right | 896 | 45.3% | |
| (Missing) | 111 | 5.6% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.396464646 |
| Min length | 3 |
| Distinct | 31 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 76 |
| Missing (%) | 3.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.00210084 |
|---|---|
| Minimum | 0 |
| Maximum | 45 |
| Zeros | 993 |
| Zeros (%) | 50.2% |
| Memory size | 15.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 10 |
| Maximum | 45 |
| Range | 45 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 4.079993071 |
|---|---|
| Coefficient of variation (CV) | 2.03785593 |
| Kurtosis | 20.73048305 |
| Mean | 2.00210084 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.839109986 |
| Sum | 3812 |
| Variance | 16.64634346 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) | |
| 0 | 993 | 50.2% | |
| 1 | 332 | 16.8% | |
| 2 | 163 | 8.2% | |
| 3 | 109 | 5.5% | |
| 4 | 54 | 2.7% | |
| 6 | 48 | 2.4% | |
| 5 | 43 | 2.2% | |
| 7 | 24 | 1.2% | |
| 8 | 20 | 1.0% | |
| 14 | 15 | 0.8% | |
| Other values (21) | 103 | 5.2% | |
| (Missing) | 76 | 3.8% |
| Value | Count | Frequency (%) | |
| 0 | 993 | 50.2% | |
| 1 | 332 | 16.8% | |
| 2 | 163 | 8.2% | |
| 3 | 109 | 5.5% | |
| 4 | 54 | 2.7% |
| Value | Count | Frequency (%) | |
| 45 | 1 | 0.1% | |
| 41 | 1 | 0.1% | |
| 33 | 1 | 0.1% | |
| 31 | 1 | 0.1% | |
| 26 | 1 | 0.1% |
| Distinct | 30 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 121 |
| Missing (%) | 6.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.693921463 |
|---|---|
| Minimum | 1 |
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 12 |
| Maximum | 80 |
| Range | 79 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 4.055245597 |
|---|---|
| Coefficient of variation (CV) | 0.7122060997 |
| Kurtosis | 70.40122434 |
| Mean | 5.693921463 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 5.196280579 |
| Sum | 10585 |
| Variance | 16.44501685 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) | |
| 5 | 268 | 13.5% | |
| 4 | 248 | 12.5% | |
| 6 | 233 | 11.8% | |
| 3 | 229 | 11.6% | |
| 2 | 193 | 9.7% | |
| 7 | 168 | 8.5% | |
| 8 | 121 | 6.1% | |
| 1 | 107 | 5.4% | |
| 9 | 90 | 4.5% | |
| 10 | 61 | 3.1% | |
| Other values (20) | 141 | 7.1% | |
| (Missing) | 121 | 6.1% |
| Value | Count | Frequency (%) | |
| 1 | 107 | 5.4% | |
| 2 | 193 | 9.7% | |
| 3 | 229 | 11.6% | |
| 4 | 248 | 12.5% | |
| 5 | 268 | 13.5% |
| Value | Count | Frequency (%) | |
| 80 | 1 | 0.1% | |
| 46 | 1 | 0.1% | |
| 40 | 1 | 0.1% | |
| 30 | 1 | 0.1% | |
| 28 | 1 | 0.1% |
Nottingham prognostic index
Real number (ℝ≥0)
| Distinct | 320 |
|---|---|
| Distinct (%) | 16.2% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.010950743 |
|---|---|
| Minimum | 1 |
| Maximum | 6.36 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2.034 |
| Q1 | 3.044 |
| median | 4.042 |
| Q3 | 5.04 |
| 95-th percentile | 6.06 |
| Maximum | 6.36 |
| Range | 5.36 |
| Interquartile range (IQR) | 1.996 |
Descriptive statistics
| Standard deviation | 1.16279144 |
|---|---|
| Coefficient of variation (CV) | 0.2899041933 |
| Kurtosis | -0.3053460491 |
| Mean | 4.010950743 |
| Median Absolute Deviation (MAD) | 0.998 |
| Skewness | -0.1045061481 |
| Sum | 7937.67152 |
| Variance | 1.352083932 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 4.04 | 86 | 4.3% | |
| 3.04 | 73 | 3.7% | |
| 4.05 | 58 | 2.9% | |
| 3.03 | 57 | 2.9% | |
| 4.03 | 57 | 2.9% | |
| 4.06 | 49 | 2.5% | |
| 5.05 | 47 | 2.4% | |
| 5.06 | 47 | 2.4% | |
| 3.05 | 43 | 2.2% | |
| 5.04 | 39 | 2.0% | |
| Other values (310) | 1423 | 71.9% |
| Value | Count | Frequency (%) | |
| 1 | 5 | 0.3% | |
| 1.02 | 2 | 0.1% | |
| 1.022 | 1 | 0.1% | |
| 1.024 | 2 | 0.1% | |
| 1.028 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 6.36 | 1 | 0.1% | |
| 6.32 | 1 | 0.1% | |
| 6.3 | 1 | 0.1% | |
| 6.26 | 2 | 0.1% | |
| 6.24 | 1 | 0.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.5 KiB |
| IDC | |
|---|---|
| MDLC | |
| ILC | 146 |
| BRCA | 42 |
| IMMC | 23 |
| Other values (3) | 21 |
| Value | Count | Frequency (%) | |
| IDC | 1537 | 77.6% | |
| MDLC | 211 | 10.7% | |
| ILC | 146 | 7.4% | |
| BRCA | 42 | 2.1% | |
| IMMC | 23 | 1.2% | |
| BREAST | 17 | 0.9% | |
| MBC | 2 | 0.1% | |
| PBS | 2 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.165151515 |
| Min length | 3 |
| Distinct | 1742 |
|---|---|
| Distinct (%) | 88.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 125.1787374 |
|---|---|
| Minimum | 0 |
| Maximum | 355.2 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 15.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 19.09666667 |
| Q1 | 60.825 |
| median | 116.45 |
| Q3 | 185.0333333 |
| 95-th percentile | 259.9683334 |
| Maximum | 355.2 |
| Range | 355.2 |
| Interquartile range (IQR) | 124.2083333 |
Descriptive statistics
| Standard deviation | 76.07507543 |
|---|---|
| Coefficient of variation (CV) | 0.6077316087 |
| Kurtosis | -0.7867700149 |
| Mean | 125.1787374 |
| Median Absolute Deviation (MAD) | 61.06666665 |
| Skewness | 0.3739527572 |
| Sum | 247853.9 |
| Variance | 5787.417102 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 192.2 | 4 | 0.2% | |
| 48.43333333 | 3 | 0.2% | |
| 119.4666667 | 3 | 0.2% | |
| 98.7 | 3 | 0.2% | |
| 96.96666667 | 3 | 0.2% | |
| 43.1 | 3 | 0.2% | |
| 19.73333333 | 3 | 0.2% | |
| 187.0333333 | 3 | 0.2% | |
| 108.0666667 | 3 | 0.2% | |
| 117.6666667 | 3 | 0.2% | |
| Other values (1732) | 1949 | 98.4% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.1% | |
| 0.1 | 1 | 0.1% | |
| 0.766666667 | 1 | 0.1% | |
| 1.233333333 | 1 | 0.1% | |
| 1.266666667 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 355.2 | 1 | 0.1% | |
| 351 | 1 | 0.1% | |
| 337.0333333 | 1 | 0.1% | |
| 335.7333333 | 1 | 0.1% | |
| 335.6 | 1 | 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.5 KiB |
| 1:DECEASED | |
|---|---|
| 0:LIVING |
| Value | Count | Frequency (%) | |
| 1:DECEASED | 1143 | 57.7% | |
| 0:LIVING | 837 | 42.3% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.154545455 |
| Min length | 8 |
PR Status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 15.5 KiB |
| Positive | |
|---|---|
| Negative |
| Value | Count | Frequency (%) | |
| Positive | 1039 | 52.5% | |
| Negative | 940 | 47.5% | |
| (Missing) | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.997474747 |
| Min length | 3 |
Radio Therapy
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 15.5 KiB |
| YES | |
|---|---|
| NO | |
| (Missing) | 1 |
| Value | Count | Frequency (%) | |
| YES | 1172 | 59.2% | |
| NO | 807 | 40.8% | |
| (Missing) | 1 | 0.1% |
| Distinct | 1715 |
|---|---|
| Distinct (%) | 86.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 110.0013889 |
|---|---|
| Minimum | 0 |
| Maximum | 346.38 |
| Zeros | 4 |
| Zeros (%) | 0.2% |
| Memory size | 15.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.86 |
| Q1 | 41.7325 |
| median | 100.72 |
| Q3 | 167.4725 |
| 95-th percentile | 251.6165 |
| Maximum | 346.38 |
| Range | 346.38 |
| Interquartile range (IQR) | 125.74 |
Descriptive statistics
| Standard deviation | 76.26207097 |
|---|---|
| Coefficient of variation (CV) | 0.6932828007 |
| Kurtosis | -0.7362096243 |
| Mean | 110.0013889 |
| Median Absolute Deviation (MAD) | 62.04 |
| Skewness | 0.4799066027 |
| Sum | 217802.75 |
| Variance | 5815.903469 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 4 | 0.2% | |
| 32.11 | 4 | 0.2% | |
| 189.67 | 4 | 0.2% | |
| 102.66 | 3 | 0.2% | |
| 30.2 | 3 | 0.2% | |
| 15.95 | 3 | 0.2% | |
| 121.09 | 3 | 0.2% | |
| 27.11 | 3 | 0.2% | |
| 30.76 | 3 | 0.2% | |
| 107.57 | 3 | 0.2% | |
| Other values (1705) | 1947 | 98.3% |
| Value | Count | Frequency (%) | |
| 0 | 4 | 0.2% | |
| 0.1 | 1 | 0.1% | |
| 0.36 | 1 | 0.1% | |
| 0.69 | 2 | 0.1% | |
| 0.76 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 346.38 | 1 | 0.1% | |
| 331.18 | 1 | 0.1% | |
| 326.02 | 1 | 0.1% | |
| 318.59 | 1 | 0.1% | |
| 303.88 | 1 | 0.1% |
Relapse Free Status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.5 KiB |
| 0:Not Recurred | |
|---|---|
| 1:Recurred |
| Value | Count | Frequency (%) | |
| 0:Not Recurred | 1177 | 59.4% | |
| 1:Recurred | 803 | 40.6% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 14 |
|---|---|
| Median length | 14 |
| Mean length | 12.37777778 |
| Min length | 10 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.5 KiB |
| Female |
|---|
| Value | Count | Frequency (%) | |
| Female | 1980 | 100.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 217 |
| Missing (%) | 11.0% |
| Memory size | 15.5 KiB |
| ER+/HER2- Low Prolif | |
|---|---|
| ER+/HER2- High Prolif | |
| ER-/HER2- | |
| HER2+ |
| Value | Count | Frequency (%) | |
| ER+/HER2- Low Prolif | 640 | 32.3% | |
| ER+/HER2- High Prolif | 616 | 31.1% | |
| ER-/HER2- | 309 | 15.6% | |
| HER2+ | 198 | 10.0% | |
| (Missing) | 217 | 11.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 21 |
|---|---|
| Median length | 20 |
| Mean length | 15.23131313 |
| Min length | 3 |
| Distinct | 112 |
|---|---|
| Distinct (%) | 5.7% |
| Missing | 26 |
| Missing (%) | 1.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.28135107 |
|---|---|
| Minimum | 1 |
| Maximum | 182 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 17 |
| median | 23 |
| Q3 | 30 |
| 95-th percentile | 52 |
| Maximum | 182 |
| Range | 181 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 15.38167819 |
|---|---|
| Coefficient of variation (CV) | 0.5852696897 |
| Kurtosis | 19.97341057 |
| Mean | 26.28135107 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 3.215335199 |
| Sum | 51353.76 |
| Variance | 236.5960239 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 20 | 236 | 11.9% | |
| 25 | 171 | 8.6% | |
| 30 | 156 | 7.9% | |
| 15 | 152 | 7.7% | |
| 18 | 77 | 3.9% | |
| 35 | 74 | 3.7% | |
| 40 | 68 | 3.4% | |
| 16 | 66 | 3.3% | |
| 22 | 63 | 3.2% | |
| 17 | 57 | 2.9% | |
| Other values (102) | 834 | 42.1% |
| Value | Count | Frequency (%) | |
| 1 | 9 | 0.5% | |
| 2 | 4 | 0.2% | |
| 2.12 | 1 | 0.1% | |
| 2.3 | 1 | 0.1% | |
| 3 | 4 | 0.2% |
| Value | Count | Frequency (%) | |
| 182 | 1 | 0.1% | |
| 180 | 1 | 0.1% | |
| 160 | 1 | 0.1% | |
| 150 | 1 | 0.1% | |
| 130 | 2 | 0.1% |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 515 |
| Missing (%) | 26.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.736518771 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 12 |
| Zeros (%) | 0.6% |
| Memory size | 15.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.6424723026 |
|---|---|
| Coefficient of variation (CV) | 0.3699771711 |
| Kurtosis | 0.3085681934 |
| Mean | 1.736518771 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.274582034 |
| Sum | 2544 |
| Variance | 0.4127706597 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 2 | 825 | 41.7% | |
| 1 | 500 | 25.3% | |
| 3 | 118 | 6.0% | |
| 0 | 12 | 0.6% | |
| 4 | 10 | 0.5% | |
| (Missing) | 515 | 26.0% |
| Value | Count | Frequency (%) | |
| 0 | 12 | 0.6% | |
| 1 | 500 | 25.3% | |
| 2 | 825 | 41.7% | |
| 3 | 118 | 6.0% | |
| 4 | 10 | 0.5% |
| Value | Count | Frequency (%) | |
| 4 | 10 | 0.5% | |
| 3 | 118 | 6.0% | |
| 2 | 825 | 41.7% | |
| 1 | 500 | 25.3% | |
| 0 | 12 | 0.6% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.5 KiB |
| Living | |
|---|---|
| Died of Disease | |
| Died of Other Causes |
| Value | Count | Frequency (%) | |
| Living | 837 | 42.3% | |
| Died of Disease | 646 | 32.6% | |
| Died of Other Causes | 497 | 25.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 20 |
|---|---|
| Median length | 15 |
| Mean length | 12.45050505 |
| Min length | 6 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | Age at Diagnosis | Type of Breast Surgery | Cancer Type Detailed | Cellularity | Chemotherapy | Pam50 + Claudin-low subtype | ER status measured by IHC | ER Status | Neoplasm Histologic Grade | HER2 status measured by SNP6 | HER2 Status | Tumor Other Histologic Subtype | Hormone Therapy | Inferred Menopausal State | Integrative Cluster | Primary Tumor Laterality | Lymph nodes examined positive | Mutation Count | Nottingham prognostic index | Oncotree Code | Overall Survival (Months) | Overall Survival Status | PR Status | Radio Therapy | Relapse Free Status (Months) | Relapse Free Status | Sex | 3-Gene classifier subtype | Tumor Size | Tumor Stage | Patient's Vital Status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 75.65 | MASTECTOMY | Breast Invasive Ductal Carcinoma | NaN | NO | claudin-low | Positve | Positive | 3.0 | NEUTRAL | Negative | Ductal/NST | YES | Post | 4ER+ | Right | 10.0 | NaN | 6.044 | IDC | 140.500000 | 0:LIVING | Negative | YES | 138.65 | 0:Not Recurred | Female | ER-/HER2- | 22.0 | 2.0 | Living |
| 1 | 1 | 43.19 | BREAST CONSERVING | Breast Invasive Ductal Carcinoma | High | NO | LumA | Positve | Positive | 3.0 | NEUTRAL | Negative | Ductal/NST | YES | Pre | 4ER+ | Right | 0.0 | 2.0 | 4.020 | IDC | 84.633333 | 0:LIVING | Positive | YES | 83.52 | 0:Not Recurred | Female | ER+/HER2- High Prolif | 10.0 | 1.0 | Living |
| 2 | 2 | 48.87 | MASTECTOMY | Breast Invasive Ductal Carcinoma | High | YES | LumB | Positve | Positive | 2.0 | NEUTRAL | Negative | Ductal/NST | YES | Pre | 3 | Right | 1.0 | 2.0 | 4.030 | IDC | 163.700000 | 1:DECEASED | Positive | NO | 151.28 | 1:Recurred | Female | NaN | 15.0 | 2.0 | Died of Disease |
| 3 | 3 | 47.68 | MASTECTOMY | Breast Mixed Ductal and Lobular Carcinoma | Moderate | YES | LumB | Positve | Positive | 2.0 | NEUTRAL | Negative | Mixed | YES | Pre | 9 | Right | 3.0 | 1.0 | 4.050 | MDLC | 164.933333 | 0:LIVING | Positive | YES | 162.76 | 0:Not Recurred | Female | NaN | 25.0 | 2.0 | Living |
| 4 | 4 | 76.97 | MASTECTOMY | Breast Mixed Ductal and Lobular Carcinoma | High | YES | LumB | Positve | Positive | 3.0 | NEUTRAL | Negative | Mixed | YES | Post | 9 | Right | 8.0 | 2.0 | 6.080 | MDLC | 41.366667 | 1:DECEASED | Positive | YES | 18.55 | 1:Recurred | Female | ER+/HER2- High Prolif | 40.0 | 2.0 | Died of Disease |
| 5 | 5 | 78.77 | MASTECTOMY | Breast Invasive Ductal Carcinoma | Moderate | NO | LumB | Positve | Positive | 3.0 | NEUTRAL | Negative | Ductal/NST | YES | Post | 7 | Left | 0.0 | 4.0 | 4.062 | IDC | 7.800000 | 1:DECEASED | Positive | YES | 2.89 | 1:Recurred | Female | ER+/HER2- High Prolif | 31.0 | 4.0 | Died of Disease |
| 6 | 6 | 56.45 | BREAST CONSERVING | Breast Invasive Ductal Carcinoma | Moderate | YES | LumB | Positve | Positive | 2.0 | LOSS | Negative | Ductal/NST | YES | Post | 3 | Right | 1.0 | 4.0 | 4.020 | IDC | 164.333333 | 0:LIVING | Positive | YES | 162.17 | 0:Not Recurred | Female | NaN | 10.0 | 2.0 | Living |
| 7 | 7 | 70.00 | MASTECTOMY | Breast Invasive Lobular Carcinoma | High | YES | Normal | Negative | Negative | 3.0 | NEUTRAL | Negative | Lobular | NO | Post | 4ER- | Left | NaN | NaN | 6.130 | ILC | 22.400000 | 1:DECEASED | Negative | YES | 11.74 | 1:Recurred | Female | ER-/HER2- | 65.0 | 3.0 | Died of Disease |
| 8 | 8 | 89.08 | BREAST CONSERVING | Breast Mixed Ductal and Lobular Carcinoma | Moderate | NO | claudin-low | Positve | Positive | 2.0 | NEUTRAL | Negative | Mixed | YES | Post | 3 | Left | 1.0 | 1.0 | 4.058 | MDLC | 99.533333 | 1:DECEASED | Negative | YES | 98.22 | 0:Not Recurred | Female | NaN | 29.0 | 2.0 | Died of Other Causes |
| 9 | 10 | 86.41 | BREAST CONSERVING | Breast Invasive Ductal Carcinoma | Moderate | NO | LumB | Positve | Positive | 3.0 | GAIN | Negative | Ductal/NST | YES | Post | 9 | Right | 1.0 | 4.0 | 5.032 | IDC | 36.566667 | 1:DECEASED | Negative | YES | 36.09 | 0:Not Recurred | Female | ER+/HER2- High Prolif | 16.0 | 2.0 | Died of Other Causes |
Last rows
| df_index | Age at Diagnosis | Type of Breast Surgery | Cancer Type Detailed | Cellularity | Chemotherapy | Pam50 + Claudin-low subtype | ER status measured by IHC | ER Status | Neoplasm Histologic Grade | HER2 status measured by SNP6 | HER2 Status | Tumor Other Histologic Subtype | Hormone Therapy | Inferred Menopausal State | Integrative Cluster | Primary Tumor Laterality | Lymph nodes examined positive | Mutation Count | Nottingham prognostic index | Oncotree Code | Overall Survival (Months) | Overall Survival Status | PR Status | Radio Therapy | Relapse Free Status (Months) | Relapse Free Status | Sex | 3-Gene classifier subtype | Tumor Size | Tumor Stage | Patient's Vital Status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1970 | 1975 | 51.87 | MASTECTOMY | Breast Invasive Ductal Carcinoma | Moderate | NO | Normal | Positve | Positive | 2.0 | GAIN | Negative | Ductal/NST | YES | Post | 4ER+ | NaN | 5.0 | 5.0 | 5.13 | IDC | 126.666667 | 1:DECEASED | Positive | NO | 53.29 | 1:Recurred | Female | ER+/HER2- Low Prolif | 65.0 | NaN | Died of Disease |
| 1971 | 1976 | 53.87 | MASTECTOMY | Breast Invasive Ductal Carcinoma | High | NO | claudin-low | Positve | Negative | 3.0 | GAIN | Positive | Ductal/NST | YES | Post | 1 | NaN | 22.0 | 4.0 | 6.10 | IDC | 6.833333 | 1:DECEASED | Negative | NO | 6.18 | 1:Recurred | Female | HER2+ | 50.0 | NaN | Died of Disease |
| 1972 | 1977 | 52.90 | BREAST CONSERVING | Breast Invasive Ductal Carcinoma | High | NO | LumB | Positve | Positive | 2.0 | GAIN | Negative | Ductal/NST | YES | Post | 6 | NaN | 1.0 | 3.0 | 4.03 | IDC | 78.466667 | 1:DECEASED | Positive | YES | 32.76 | 1:Recurred | Female | ER+/HER2- High Prolif | 15.0 | NaN | Died of Disease |
| 1973 | 1978 | 56.90 | MASTECTOMY | Breast Invasive Ductal Carcinoma | High | NO | LumA | Positve | Positive | 3.0 | NEUTRAL | Negative | Ductal/NST | YES | Post | 3 | NaN | 1.0 | 5.0 | 5.09 | IDC | 199.233333 | 0:LIVING | Positive | NO | 196.61 | 0:Not Recurred | Female | ER+/HER2- Low Prolif | 45.0 | NaN | Living |
| 1974 | 1979 | 59.20 | MASTECTOMY | Breast Invasive Ductal Carcinoma | High | NO | LumB | Positve | Positive | 2.0 | GAIN | Negative | Ductal/NST | YES | Post | 1 | NaN | 1.0 | 2.0 | 4.03 | IDC | 82.733333 | 1:DECEASED | Positive | NO | 81.64 | 1:Recurred | Female | ER+/HER2- High Prolif | 15.0 | NaN | Died of Disease |
| 1975 | 1980 | 43.10 | BREAST CONSERVING | Breast Invasive Lobular Carcinoma | High | NO | LumA | Positve | Positive | 3.0 | NEUTRAL | Negative | Lobular | YES | Pre | 3 | Right | 1.0 | 4.0 | 5.05 | ILC | 196.866667 | 0:LIVING | Positive | YES | 194.28 | 0:Not Recurred | Female | ER+/HER2- Low Prolif | 25.0 | NaN | Living |
| 1976 | 1981 | 42.88 | MASTECTOMY | Breast Invasive Ductal Carcinoma | High | NO | LumB | Positve | Positive | 3.0 | GAIN | Positive | Ductal/NST | NO | Pre | 5 | NaN | 1.0 | 6.0 | 5.04 | IDC | 44.733333 | 1:DECEASED | Negative | YES | 16.09 | 1:Recurred | Female | NaN | 20.0 | NaN | Died of Disease |
| 1977 | 1982 | 62.90 | MASTECTOMY | Breast Invasive Ductal Carcinoma | High | NO | LumB | Positve | Positive | 3.0 | NEUTRAL | Negative | Ductal/NST | YES | Post | 1 | Left | 45.0 | 4.0 | 6.05 | IDC | 175.966667 | 1:DECEASED | Positive | YES | 121.18 | 1:Recurred | Female | NaN | 25.0 | NaN | Died of Disease |
| 1978 | 1983 | 61.16 | MASTECTOMY | Breast Invasive Ductal Carcinoma | Moderate | NO | LumB | Positve | Positive | 2.0 | NEUTRAL | Negative | Ductal/NST | YES | Post | 1 | NaN | 12.0 | 15.0 | 5.05 | IDC | 86.233333 | 1:DECEASED | Positive | NO | 85.10 | 0:Not Recurred | Female | ER+/HER2- High Prolif | 25.0 | NaN | Died of Other Causes |
| 1979 | 1984 | 60.02 | BREAST CONSERVING | Breast Invasive Ductal Carcinoma | High | NO | LumB | Positve | Positive | 3.0 | NEUTRAL | Negative | Ductal/NST | YES | Post | 10 | NaN | 1.0 | 3.0 | 5.04 | IDC | 201.900000 | 1:DECEASED | Negative | YES | 199.24 | 0:Not Recurred | Female | ER+/HER2- High Prolif | 20.0 | NaN | Died of Other Causes |